{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning with Support Vector Machines and Parameter Tuning\n",
    "\n",
    "In this short micro-project, we'll work on classifying flowers from the famous Iris data set into different categories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "Fisher's Iris data set is a multivariate data set introduced by Sir Ronald Fisher in the 1936 as an example of discriminant analysis. \n",
    "\n",
    "The iris dataset contains measurements for 150 iris flowers from three different species.\n",
    "\n",
    "The three classes in the Iris dataset:\n",
    "\n",
    "    Iris-setosa (n=50)\n",
    "    Iris-versicolor (n=50)\n",
    "    Iris-virginica (n=50)\n",
    "\n",
    "The four features of the Iris dataset:\n",
    "\n",
    "    sepal length in cm\n",
    "    sepal width in cm\n",
    "    petal length in cm\n",
    "    petal width in cm\n",
    "    \n",
    "The dataset is built into seaborn, so we can use the library to import the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = sns.load_dataset('iris')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check out the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x15848b460>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris,hue='species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A quick look at the pairplot, and we can see that the setosa species seems to be the most separable of the three."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model Building\n",
    "\n",
    "We'll begin by splitting the data into training and test sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X = iris.drop('species',axis=1)\n",
    "\n",
    "y = iris['species']\n",
    "\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now its time to train a Support Vector Machine Classifier. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SVC()"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.svm import SVC\n",
    "\n",
    "sv = SVC()\n",
    "\n",
    "sv.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Predictions and Evaluations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = sv.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[16  0  0]\n",
      " [ 0 15  3]\n",
      " [ 0  0 11]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import classification_report,confusion_matrix\n",
    "print(confusion_matrix(y_test,preds))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "      setosa       1.00      1.00      1.00        16\n",
      "  versicolor       1.00      0.83      0.91        18\n",
      "   virginica       0.79      1.00      0.88        11\n",
      "\n",
      "    accuracy                           0.93        45\n",
      "   macro avg       0.93      0.94      0.93        45\n",
      "weighted avg       0.95      0.93      0.93        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,preds))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And it seems like our model did pretty well!\n",
    "\n",
    "We can try and improve the results by tuning the parameters for the classifier.\n",
    "Scikit's inbuilt 'GridSearch' module lets us do that automatically, to an extent. Let's try and use that."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameter Tuning using GridSearch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Defining the initial parameter grid to search in\n",
    "param_grid = {'C': [0.1,1, 10, 100], 'gamma': [1,0.1,0.01,0.001]} "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GridSearchCV(estimator=SVC(),\n",
       "             param_grid={'C': [0.1, 1, 10, 100],\n",
       "                         'gamma': [1, 0.1, 0.01, 0.001]})"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grid = GridSearchCV(SVC(),param_grid,refit=True)\n",
    "grid.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### New Predictions and Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[16  0  0]\n",
      " [ 0 16  2]\n",
      " [ 0  0 11]]\n"
     ]
    }
   ],
   "source": [
    "grid_predictions = grid.predict(X_test)\n",
    "\n",
    "print(confusion_matrix(y_test,grid_predictions))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "      setosa       1.00      1.00      1.00        16\n",
      "  versicolor       1.00      0.89      0.94        18\n",
      "   virginica       0.85      1.00      0.92        11\n",
      "\n",
      "    accuracy                           0.96        45\n",
      "   macro avg       0.95      0.96      0.95        45\n",
      "weighted avg       0.96      0.96      0.96        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,grid_predictions))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A little better this time, with only one point that we weren't able to grab. This might be a good thing in real world applications as we don't want a model that overfits to the taining set completely.\n",
    "\n",
    "This concludes our micro-project!"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
